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<h1 align="center">
    Best-of Python Developer Tools
    <br>
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<p align="center">
    <strong>🏆&nbsp; A ranked list of awesome python developer tools and libraries. Updated weekly.</strong>
</p>

<p align="center">
    <a href="https://best-of.org" title="Best-of Badge"><img src="http://bit.ly/3o3EHNN"></a>
    <a href="#Contents" title="Project Count"><img src="https://img.shields.io/badge/projects-{project_count}-blue.svg?color=5ac4bf"></a>
    <a href="#Contribution" title="Contributions are welcome"><img src="https://img.shields.io/badge/contributions-welcome-green.svg"></a>
    <a href="https://github.com/ml-tooling/best-of-python-dev/releases" title="Best-of Updates"><img src="https://img.shields.io/github/release-date/ml-tooling/best-of-python-dev?color=green&label=updated"></a>
    <a href="https://mltooling.substack.com/subscribe" title="Subscribe to newsletter"><img src="http://bit.ly/2Md9rxM"></a>
    <a href="https://twitter.com/mltooling" title="Follow on Twitter"><img src="https://img.shields.io/twitter/follow/mltooling.svg?style=social&label=Follow"></a>
</p>

This curated list contains {project_count} awesome open-source projects with a total of {stars_count} stars grouped into {category_count} categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python-dev/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python-dev/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python-dev/edit/main/projects.yaml). Contributions are very welcome!

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<p align="center">
     🧙‍♂️&nbsp; Discover other <a href="https://best-of.org">best-of lists</a> or create <a href="https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md">your own</a>.<br>
    📫&nbsp; Subscribe to our <a href="https://mltooling.substack.com/subscribe">newsletter</a> for updates and trending projects.
</p>

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